Overview

Dataset info

Number of variables51
Number of observations307
Missing cells0 (0.0%)
Duplicate rows0 (0.0%)
Total size in memory116.1 KiB
Average record size in memory387.4 B

Variables types

Numeric24
Categorical7
Boolean6
Date0
URL0
Text (Unique)0
Rejected13
Unsupported0

Warnings

bloc_count has 33 (10.7%) zeros Zeros
cdat_count has 279 (90.9%) zeros Zeros
cdct_count has 244 (79.5%) zeros Zeros
cddt_count has 278 (90.6%) zeros Zeros
cdgt_count has constant value "0" Rejected
cdnt_count has 139 (45.3%) zeros Zeros
cdrt_count is highly correlated with cdct_count (ρ = 0.924397093) Rejected
cloc_count has 187 (60.9%) zeros Zeros
nc_count has 274 (89.3%) zeros Zeros
nc_max has 274 (89.3%) zeros Zeros
nc_mean is highly correlated with nc_max (ρ = 0.9003434416) Rejected
nc_median is highly correlated with nc_mean (ρ = 0.9640511455) Rejected
nco_count has 238 (77.5%) zeros Zeros
ngc_count has 184 (59.9%) zeros Zeros
ngp_count has 139 (45.3%) zeros Zeros
ngro_count has 301 (98.0%) zeros Zeros
ni_count has 123 (40.1%) zeros Zeros
nif_count has 285 (92.8%) zeros Zeros
ninp_count has 265 (86.3%) zeros Zeros
ninpc_count has 301 (98.0%) zeros Zeros
nkeys_count is highly correlated with loc_count (ρ = 0.9935569704) Rejected
nn_count has 196 (63.8%) zeros Zeros
nnt_count has 196 (63.8%) zeros Zeros
np_count has constant value "0" Rejected
np_max has constant value "0" Rejected
np_mean has constant value "0" Rejected
np_median has constant value "0.0" Rejected
np_min has constant value "0" Rejected
nr_count has constant value "0" Rejected
nrq_count has 208 (67.8%) zeros Zeros
nrt_count has constant value "0" Rejected
nsh_count has 273 (88.9%) zeros Zeros
ntkn_count is highly correlated with nkeys_count (ρ = 0.9491002468) Rejected
nw_count has 291 (94.8%) zeros Zeros

Variables

bloc_count
Numeric

Distinct count30
Unique (%)9.8%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean7.511400651
Minimum0
Maximum95
Zeros (%)10.7%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q13
Median5
Q38
95-th percentile20.7
Maximum95
Range95
Interquartile range5

Descriptive statistics

Standard deviation11.8026681
Coef of variation1.571300566
Kurtosis34.00507667
Mean7.511400651
MAD5.713927999
Skewness5.311187604
Sum2306
Variance139.3029742
Memory size2.5 KiB
Histogram
Histogram with fixed size bins (bins=30)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 3.5 5.5 10.5 19.5 40.5 94.5 95. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
4 59 19.2%
 
5 37 12.1%
 
0 33 10.7%
 
2 23 7.5%
 
6 22 7.2%
 
7 22 7.2%
 
3 22 7.2%
 
8 17 5.5%
 
10 11 3.6%
 
1 9 2.9%
 
Other values (20) 52 16.9%
 

Minimum 5 values

ValueCountFrequency (%) 
0 33 10.7%
 
1 9 2.9%
 
2 23 7.5%
 
3 22 7.2%
 
4 59 19.2%
 

Maximum 5 values

ValueCountFrequency (%) 
95 2 0.7%
 
94 1 0.3%
 
85 1 0.3%
 
43 1 0.3%
 
38 2 0.7%
 

cdat_count
Numeric

Distinct count5
Unique (%)1.6%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.1824104235
Minimum0
Maximum4
Zeros (%)90.9%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile1
Maximum4
Range4
Interquartile range0

Descriptive statistics

Standard deviation0.69023302
Coef of variation3.78395602
Kurtosis20.63056867
Mean0.1824104235
MAD0.3315472843
Skewness4.484927028
Sum56
Variance0.4764216219
Memory size2.5 KiB
Histogram
Histogram with fixed size bins (bins=5)
Histogram
Histogram with variable size bins (bins=[0. 0.5 1.5 3.5 4. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 279 90.9%
 
1 15 4.9%
 
4 7 2.3%
 
2 5 1.6%
 
3 1 0.3%
 

Minimum 5 values

ValueCountFrequency (%) 
0 279 90.9%
 
1 15 4.9%
 
2 5 1.6%
 
3 1 0.3%
 
4 7 2.3%
 

Maximum 5 values

ValueCountFrequency (%) 
4 7 2.3%
 
3 1 0.3%
 
2 5 1.6%
 
1 15 4.9%
 
0 279 90.9%
 

cdct_count
Numeric

Distinct count6
Unique (%)2.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.5667752443
Minimum0
Maximum7
Zeros (%)79.5%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile5
Maximum7
Range7
Interquartile range0

Descriptive statistics

Standard deviation1.440974964
Coef of variation2.542409851
Kurtosis6.711211394
Mean0.5667752443
MAD0.9009326359
Skewness2.800945657
Sum174
Variance2.076408848
Memory size2.5 KiB
Histogram
Histogram with fixed size bins (bins=6)
Histogram
Histogram with variable size bins (bins=[0. 0.5 1.5 7. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 244 79.5%
 
1 30 9.8%
 
5 19 6.2%
 
2 9 2.9%
 
6 4 1.3%
 
7 1 0.3%
 

Minimum 5 values

ValueCountFrequency (%) 
0 244 79.5%
 
1 30 9.8%
 
2 9 2.9%
 
5 19 6.2%
 
6 4 1.3%
 

Maximum 5 values

ValueCountFrequency (%) 
7 1 0.3%
 
6 4 1.3%
 
5 19 6.2%
 
2 9 2.9%
 
1 30 9.8%
 

cddt_count
Numeric

Distinct count5
Unique (%)1.6%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.2280130293
Minimum0
Maximum4
Zeros (%)90.6%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile2.7
Maximum4
Range4
Interquartile range0

Descriptive statistics

Standard deviation0.7839048561
Coef of variation3.437982726
Kurtosis12.01803298
Mean0.2280130293
MAD0.4129486785
Skewness3.589993152
Sum70
Variance0.6145068234
Memory size2.5 KiB
Histogram
Histogram with fixed size bins (bins=5)
Histogram
Histogram with variable size bins (bins=[0. 0.5 4. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 278 90.6%
 
3 11 3.6%
 
1 9 2.9%
 
4 5 1.6%
 
2 4 1.3%
 

Minimum 5 values

ValueCountFrequency (%) 
0 278 90.6%
 
1 9 2.9%
 
2 4 1.3%
 
3 11 3.6%
 
4 5 1.6%
 

Maximum 5 values

ValueCountFrequency (%) 
4 5 1.6%
 
3 11 3.6%
 
2 4 1.3%
 
1 9 2.9%
 
0 278 90.6%
 

cdgt_count
Constant

This variable is constant and should be ignored for analysis

Constant value0

cdit_count
Boolean

Distinct count2
Unique (%)0.7%
Missing (%)0.0%
Missing (n)0
0
305
1
 
2
ValueCountFrequency (%) 
0 305 99.3%
 
1 2 0.7%
 

cdnt_count
Numeric

Distinct count10
Unique (%)3.3%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean1.35504886
Minimum0
Maximum16
Zeros (%)45.3%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median1
Q32
95-th percentile5
Maximum16
Range16
Interquartile range2

Descriptive statistics

Standard deviation2.660716201
Coef of variation1.963557388
Kurtosis17.76883728
Mean1.35504886
MAD1.423654362
Skewness4.030106012
Sum416
Variance7.0794107
Memory size2.5 KiB
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 2.5 5.5 16. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 139 45.3%
 
1 85 27.7%
 
2 54 17.6%
 
3 7 2.3%
 
15 6 2.0%
 
5 5 1.6%
 
4 4 1.3%
 
9 3 1.0%
 
16 2 0.7%
 
6 2 0.7%
 

Minimum 5 values

ValueCountFrequency (%) 
0 139 45.3%
 
1 85 27.7%
 
2 54 17.6%
 
3 7 2.3%
 
4 4 1.3%
 

Maximum 5 values

ValueCountFrequency (%) 
16 2 0.7%
 
15 6 2.0%
 
9 3 1.0%
 
6 2 0.7%
 
5 5 1.6%
 

cdpt_count
Categorical

Distinct count4
Unique (%)1.3%
Missing (%)0.0%
Missing (n)0
0
304
3
 
1
2
 
1
ValueCountFrequency (%) 
0 304 99.0%
 
3 1 0.3%
 
2 1 0.3%
 
1 1 0.3%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

cdrt_count
Highly correlated

This variable is highly correlated with cdct_count and should be ignored for analysis

Correlation0.924397093

cloc_count
Numeric

Distinct count26
Unique (%)8.5%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2.876221498
Minimum0
Maximum64
Zeros (%)60.9%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q31.5
95-th percentile12.7
Maximum64
Range64
Interquartile range1.5

Descriptive statistics

Standard deviation8.038163957
Coef of variation2.794695736
Kurtosis26.19334485
Mean2.876221498
MAD4.080892105
Skewness4.799153707
Sum883
Variance64.61207979
Memory size2.5 KiB
Histogram
Histogram with fixed size bins (bins=26)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 4.5 8.5 10.5 20. 64. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 187 60.9%
 
1 43 14.0%
 
3 13 4.2%
 
4 13 4.2%
 
2 9 2.9%
 
10 9 2.9%
 
9 6 2.0%
 
7 3 1.0%
 
18 3 1.0%
 
11 2 0.7%
 
Other values (16) 19 6.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0 187 60.9%
 
1 43 14.0%
 
2 9 2.9%
 
3 13 4.2%
 
4 13 4.2%
 

Maximum 5 values

ValueCountFrequency (%) 
64 1 0.3%
 
52 1 0.3%
 
50 1 0.3%
 
47 1 0.3%
 
46 1 0.3%
 

cluster_prediction
Categorical

Distinct count3
Unique (%)1.0%
Missing (%)0.0%
Missing (n)0
0
166
1
129
2
 
12
ValueCountFrequency (%) 
0 166 54.1%
 
1 129 42.0%
 
2 12 3.9%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

df_index
Path

Distinct count307
Unique (%)100.0%
Missing (%)0.0%
Missing (n)0
Common prefixC:\Users\s145559\OneDrive - TU Eindhoven\School\JADS\Jaar 2\Thesis\RADON PROJECT\Data\1. Total Examples\
ValueCountFrequency (%) 
C:\Users\s145559\OneDrive - TU Eindhoven\School\JADS\Jaar 2\Thesis\RADON PROJECT\Data\\1. Total Examples\snapshot.yaml 1 0.3%
 
C:\Users\s145559\OneDrive - TU Eindhoven\School\JADS\Jaar 2\Thesis\RADON PROJECT\Data\\1. Total Examples\dependency-transitive.yml 1 0.3%
 
C:\Users\s145559\OneDrive - TU Eindhoven\School\JADS\Jaar 2\Thesis\RADON PROJECT\Data\\1. Total Examples\test-recovery-capa-requirement-deleted-types (2).yml 1 0.3%
 
C:\Users\s145559\OneDrive - TU Eindhoven\School\JADS\Jaar 2\Thesis\RADON PROJECT\Data\\1. Total Examples\node-type.yml 1 0.3%
 
C:\Users\s145559\OneDrive - TU Eindhoven\School\JADS\Jaar 2\Thesis\RADON PROJECT\Data\\1. Total Examples\tosca-data-types-error4.yml 1 0.3%
 
C:\Users\s145559\OneDrive - TU Eindhoven\School\JADS\Jaar 2\Thesis\RADON PROJECT\Data\\1. Total Examples\mock-resources-matching-config.yml 1 0.3%
 
C:\Users\s145559\OneDrive - TU Eindhoven\School\JADS\Jaar 2\Thesis\RADON PROJECT\Data\\1. Total Examples\descriptions.yaml 1 0.3%
 
C:\Users\s145559\OneDrive - TU Eindhoven\School\JADS\Jaar 2\Thesis\RADON PROJECT\Data\\1. Total Examples\blueprint (2).yaml 1 0.3%
 
C:\Users\s145559\OneDrive - TU Eindhoven\School\JADS\Jaar 2\Thesis\RADON PROJECT\Data\\1. Total Examples\ubuntu-types.yml 1 0.3%
 
C:\Users\s145559\OneDrive - TU Eindhoven\School\JADS\Jaar 2\Thesis\RADON PROJECT\Data\\1. Total Examples\tosca-topology-template-customtypes.yml 1 0.3%
 
Other values (297) 297 96.7%
 
ValueCountFrequency (%) 
test-recovery-capa-requirement-deleted-types 2 0.7%
 
test-recovery-reltype-deleted-types 2 0.7%
 
types 2 0.7%
 
test-recovery-bound-reached-types 2 0.7%
 
service-template 2 0.7%
 
test-topo-recovery-types 2 0.7%
 
test-recovery-nodetype-deleted-types 2 0.7%
 
sample-application 2 0.7%
 
types (2) 2 0.7%
 
input_artifact 2 0.7%
 
Other values (287) 287 93.5%
 
ValueCountFrequency (%) 
constraint-sample.yml 1 0.3%
 
inputs_mapping_with_variables.yml 1 0.3%
 
apache-type (6).yml 1 0.3%
 
java-types (9).yaml 1 0.3%
 
03-simple2nodesLinked.yml 1 0.3%
 
apache-type (3).yml 1 0.3%
 
substitution_mapping_service_relationship.yml 1 0.3%
 
tosca-topology-template-workflow-relationship-operation.yml 1 0.3%
 
nginx.yaml 1 0.3%
 
input.yaml 1 0.3%
 
Other values (297) 297 96.7%
 
ValueCountFrequency (%) 
.yml 185 60.3%
 
.yaml 122 39.7%
 
ValueCountFrequency (%) 
C:\Users\s145559\OneDrive - TU Eindhoven\School\JADS\Jaar 2\Thesis\RADON PROJECT\Data\1. Total Examples 307 100.0%
 

dpt_count
Numeric

Distinct count11
Unique (%)3.6%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean5.57980456
Minimum1
Maximum11
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q15
Median6
Q37
95-th percentile9
Maximum11
Range10
Interquartile range2

Descriptive statistics

Standard deviation2.020155618
Coef of variation0.3620477377
Kurtosis0.1216324334
Mean5.57980456
MAD1.573894683
Skewness-0.4221358516
Sum1713
Variance4.08102872
Memory size2.5 KiB
Histogram
Histogram with fixed size bins (bins=11)
Histogram
Histogram with variable size bins (bins=[ 1. 4.5 7.5 8.5 11. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
5 70 22.8%
 
6 65 21.2%
 
7 58 18.9%
 
8 28 9.1%
 
4 25 8.1%
 
1 17 5.5%
 
2 14 4.6%
 
3 13 4.2%
 
9 12 3.9%
 
10 4 1.3%
 

Minimum 5 values

ValueCountFrequency (%) 
1 17 5.5%
 
2 14 4.6%
 
3 13 4.2%
 
4 25 8.1%
 
5 70 22.8%
 

Maximum 5 values

ValueCountFrequency (%) 
11 1 0.3%
 
10 4 1.3%
 
9 12 3.9%
 
8 28 9.1%
 
7 58 18.9%
 

etp_count
Numeric

Distinct count170
Unique (%)55.4%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean5.172312704
Minimum1
Maximum7.63
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile3.32
Q14.665
Median5.24
Q35.9
95-th percentile6.972
Maximum7.63
Range6.63
Interquartile range1.235

Descriptive statistics

Standard deviation1.204008634
Coef of variation0.232779552
Kurtosis2.659743633
Mean5.172312704
MAD0.8414277075
Skewness-1.016263739
Sum1587.9
Variance1.449636791
Memory size2.5 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[1. 3.95 5.035 5.515 6.81 7.605 7.63 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
5.23 8 2.6%
 
1 8 2.6%
 
4.18 7 2.3%
 
5.07 7 2.3%
 
5.47 6 2.0%
 
5.27 5 1.6%
 
5.62 5 1.6%
 
4.09 5 1.6%
 
5.51 5 1.6%
 
4.32 5 1.6%
 
Other values (160) 246 80.1%
 

Minimum 5 values

ValueCountFrequency (%) 
1 8 2.6%
 
1.84 1 0.3%
 
2 1 0.3%
 
2.12 1 0.3%
 
2.32 1 0.3%
 

Maximum 5 values

ValueCountFrequency (%) 
7.63 1 0.3%
 
7.62 1 0.3%
 
7.61 3 1.0%
 
7.6 1 0.3%
 
7.54 1 0.3%
 

loc_count
Numeric

Distinct count117
Unique (%)38.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean63.26058632
Minimum1
Maximum443
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile5
Q117
Median33
Q374
95-th percentile263.9
Maximum443
Range442
Interquartile range57

Descriptive statistics

Standard deviation79.15796966
Coef of variation1.251299968
Kurtosis6.838041459
Mean63.26058632
MAD52.57034027
Skewness2.532024247
Sum19421
Variance6265.98416
Memory size2.5 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 1. 1.5 13.5 28.5 81. 141. 443. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
14 13 4.2%
 
15 11 3.6%
 
18 10 3.3%
 
26 10 3.3%
 
17 9 2.9%
 
1 8 2.6%
 
22 7 2.3%
 
19 7 2.3%
 
46 7 2.3%
 
28 7 2.3%
 
Other values (107) 218 71.0%
 

Minimum 5 values

ValueCountFrequency (%) 
1 8 2.6%
 
2 2 0.7%
 
3 3 1.0%
 
4 2 0.7%
 
5 2 0.7%
 

Maximum 5 values

ValueCountFrequency (%) 
443 1 0.3%
 
433 1 0.3%
 
424 1 0.3%
 
383 1 0.3%
 
342 1 0.3%
 

na_count
Categorical

Distinct count4
Unique (%)1.3%
Missing (%)0.0%
Missing (n)0
0
283
1
 
18
2
 
4
ValueCountFrequency (%) 
0 283 92.2%
 
1 18 5.9%
 
2 4 1.3%
 
6 2 0.7%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

nc_count
Numeric

Distinct count9
Unique (%)2.9%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.348534202
Minimum0
Maximum12
Zeros (%)89.3%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile2
Maximum12
Range12
Interquartile range0

Descriptive statistics

Standard deviation1.383500864
Coef of variation3.969483789
Kurtosis37.71680225
Mean0.348534202
MAD0.6221392269
Skewness5.668719829
Sum107
Variance1.914074642
Memory size2.5 KiB
Histogram
Histogram with fixed size bins (bins=9)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 3.5 12. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 274 89.3%
 
1 11 3.6%
 
2 8 2.6%
 
3 5 1.6%
 
6 3 1.0%
 
12 2 0.7%
 
7 2 0.7%
 
4 1 0.3%
 
5 1 0.3%
 

Minimum 5 values

ValueCountFrequency (%) 
0 274 89.3%
 
1 11 3.6%
 
2 8 2.6%
 
3 5 1.6%
 
4 1 0.3%
 

Maximum 5 values

ValueCountFrequency (%) 
12 2 0.7%
 
7 2 0.7%
 
6 3 1.0%
 
5 1 0.3%
 
4 1 0.3%
 

nc_max
Numeric

Distinct count5
Unique (%)1.6%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.1921824104
Minimum0
Maximum4
Zeros (%)89.3%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile2
Maximum4
Range4
Interquartile range0

Descriptive statistics

Standard deviation0.609460379
Coef of variation3.171259938
Kurtosis12.06697826
Mean0.1921824104
MAD0.3430487326
Skewness3.447940634
Sum59
Variance0.3714419535
Memory size2.5 KiB
Histogram
Histogram with fixed size bins (bins=5)
Histogram
Histogram with variable size bins (bins=[0. 0.5 2.5 4. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 274 89.3%
 
2 15 4.9%
 
1 13 4.2%
 
3 4 1.3%
 
4 1 0.3%
 

Minimum 5 values

ValueCountFrequency (%) 
0 274 89.3%
 
1 13 4.2%
 
2 15 4.9%
 
3 4 1.3%
 
4 1 0.3%
 

Maximum 5 values

ValueCountFrequency (%) 
4 1 0.3%
 
3 4 1.3%
 
2 15 4.9%
 
1 13 4.2%
 
0 274 89.3%
 

nc_mean
Highly correlated

This variable is highly correlated with nc_max and should be ignored for analysis

Correlation0.9003434416

nc_median
Highly correlated

This variable is highly correlated with nc_mean and should be ignored for analysis

Correlation0.9640511455

nc_min
Categorical

Distinct count4
Unique (%)1.3%
Missing (%)0.0%
Missing (n)0
0
291
1
 
13
3
 
2
ValueCountFrequency (%) 
0 291 94.8%
 
1 13 4.2%
 
3 2 0.7%
 
2 1 0.3%
 
Max length3
Mean length3
Min length3
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

nco_count
Numeric

Distinct count8
Unique (%)2.6%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.8208469055
Minimum0
Maximum16
Zeros (%)77.5%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile6
Maximum16
Range16
Interquartile range0

Descriptive statistics

Standard deviation2.278878996
Coef of variation2.77625338
Kurtosis20.00653534
Mean0.8208469055
MAD1.272713769
Skewness4.079865483
Sum252
Variance5.193289476
Memory size2.5 KiB
Histogram
Histogram with fixed size bins (bins=8)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 2.5 7. 16. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 238 77.5%
 
1 27 8.8%
 
2 12 3.9%
 
6 11 3.6%
 
8 7 2.3%
 
3 5 1.6%
 
4 4 1.3%
 
16 3 1.0%
 

Minimum 5 values

ValueCountFrequency (%) 
0 238 77.5%
 
1 27 8.8%
 
2 12 3.9%
 
3 5 1.6%
 
4 4 1.3%
 

Maximum 5 values

ValueCountFrequency (%) 
16 3 1.0%
 
8 7 2.3%
 
6 11 3.6%
 
4 4 1.3%
 
3 5 1.6%
 

ncys_count
Categorical

Distinct count3
Unique (%)1.0%
Missing (%)0.0%
Missing (n)0
0
305
15
 
1
1
 
1
ValueCountFrequency (%) 
0 305 99.3%
 
15 1 0.3%
 
1 1 0.3%
 
Max length2
Mean length1.003257329
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

nf_count
Boolean

Distinct count2
Unique (%)0.7%
Missing (%)0.0%
Missing (n)0
0
303
1
 
4
ValueCountFrequency (%) 
0 303 98.7%
 
1 4 1.3%
 

ngc_count
Numeric

Distinct count16
Unique (%)5.2%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean1.566775244
Minimum0
Maximum27
Zeros (%)59.9%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q31
95-th percentile10
Maximum27
Range27
Interquartile range1

Descriptive statistics

Standard deviation3.35258222
Coef of variation2.139797799
Kurtosis14.93530272
Mean1.566775244
MAD2.051629195
Skewness3.405996632
Sum481
Variance11.23980754
Memory size2.5 KiB
Histogram
Histogram with fixed size bins (bins=16)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 2.5 12.5 27. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 184 59.9%
 
1 47 15.3%
 
2 29 9.4%
 
5 10 3.3%
 
10 7 2.3%
 
3 7 2.3%
 
12 4 1.3%
 
11 4 1.3%
 
4 4 1.3%
 
9 3 1.0%
 
Other values (6) 8 2.6%
 

Minimum 5 values

ValueCountFrequency (%) 
0 184 59.9%
 
1 47 15.3%
 
2 29 9.4%
 
3 7 2.3%
 
4 4 1.3%
 

Maximum 5 values

ValueCountFrequency (%) 
27 1 0.3%
 
18 1 0.3%
 
16 1 0.3%
 
13 1 0.3%
 
12 4 1.3%
 

ngp_count
Numeric

Distinct count29
Unique (%)9.4%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean5.374592834
Minimum0
Maximum87
Zeros (%)45.3%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median1
Q37
95-th percentile27.1
Maximum87
Range87
Interquartile range7

Descriptive statistics

Standard deviation10.32699392
Coef of variation1.921446747
Kurtosis17.56120264
Mean5.374592834
MAD6.538509692
Skewness3.564685745
Sum1650
Variance106.6468033
Memory size2.5 KiB
Histogram
Histogram with fixed size bins (bins=29)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 3.5 10.5 31.5 87. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 139 45.3%
 
1 33 10.7%
 
3 18 5.9%
 
2 17 5.5%
 
10 14 4.6%
 
8 11 3.6%
 
6 10 3.3%
 
4 8 2.6%
 
9 8 2.6%
 
17 6 2.0%
 
Other values (19) 43 14.0%
 

Minimum 5 values

ValueCountFrequency (%) 
0 139 45.3%
 
1 33 10.7%
 
2 17 5.5%
 
3 18 5.9%
 
4 8 2.6%
 

Maximum 5 values

ValueCountFrequency (%) 
87 1 0.3%
 
56 2 0.7%
 
46 2 0.7%
 
41 1 0.3%
 
38 1 0.3%
 

ngro_count
Numeric

Distinct count5
Unique (%)1.6%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.05537459283
Minimum0
Maximum7
Zeros (%)98.0%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile0
Maximum7
Range7
Interquartile range0

Descriptive statistics

Standard deviation0.5114973275
Coef of variation9.237039974
Kurtosis140.1313868
Mean0.05537459283
MAD0.1085847065
Skewness11.44576853
Sum17
Variance0.2616295161
Memory size2.5 KiB
Histogram
Histogram with fixed size bins (bins=5)
Histogram
Histogram with variable size bins (bins=[0. 0.5 7. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 301 98.0%
 
1 3 1.0%
 
7 1 0.3%
 
5 1 0.3%
 
2 1 0.3%
 

Minimum 5 values

ValueCountFrequency (%) 
0 301 98.0%
 
1 3 1.0%
 
2 1 0.3%
 
5 1 0.3%
 
7 1 0.3%
 

Maximum 5 values

ValueCountFrequency (%) 
7 1 0.3%
 
5 1 0.3%
 
2 1 0.3%
 
1 3 1.0%
 
0 301 98.0%
 

ni_count
Numeric

Distinct count9
Unique (%)2.9%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean1.019543974
Minimum0
Maximum14
Zeros (%)40.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median1
Q31
95-th percentile4
Maximum14
Range14
Interquartile range1

Descriptive statistics

Standard deviation1.552862354
Coef of variation1.523095025
Kurtosis29.82695363
Mean1.019543974
MAD0.8336427973
Skewness4.463183086
Sum313
Variance2.411381491
Memory size2.5 KiB
Histogram
Histogram with fixed size bins (bins=9)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 4.5 14. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1 131 42.7%
 
0 123 40.1%
 
2 21 6.8%
 
3 15 4.9%
 
4 12 3.9%
 
5 2 0.7%
 
10 1 0.3%
 
14 1 0.3%
 
13 1 0.3%
 

Minimum 5 values

ValueCountFrequency (%) 
0 123 40.1%
 
1 131 42.7%
 
2 21 6.8%
 
3 15 4.9%
 
4 12 3.9%
 

Maximum 5 values

ValueCountFrequency (%) 
14 1 0.3%
 
13 1 0.3%
 
10 1 0.3%
 
5 2 0.7%
 
4 12 3.9%
 

nif_count
Numeric

Distinct count7
Unique (%)2.3%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.1824104235
Minimum0
Maximum7
Zeros (%)92.8%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile1
Maximum7
Range7
Interquartile range0

Descriptive statistics

Standard deviation0.783375085
Coef of variation4.294574127
Kurtosis33.84372171
Mean0.1824104235
MAD0.3386773334
Skewness5.414895602
Sum56
Variance0.6136765238
Memory size2.5 KiB
Histogram
Histogram with fixed size bins (bins=7)
Histogram
Histogram with variable size bins (bins=[0. 0.5 3.5 7. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 285 92.8%
 
1 7 2.3%
 
3 6 2.0%
 
2 5 1.6%
 
4 2 0.7%
 
7 1 0.3%
 
6 1 0.3%
 

Minimum 5 values

ValueCountFrequency (%) 
0 285 92.8%
 
1 7 2.3%
 
2 5 1.6%
 
3 6 2.0%
 
4 2 0.7%
 

Maximum 5 values

ValueCountFrequency (%) 
7 1 0.3%
 
6 1 0.3%
 
4 2 0.7%
 
3 6 2.0%
 
2 5 1.6%
 

ninp_count
Numeric

Distinct count18
Unique (%)5.9%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean1.651465798
Minimum0
Maximum53
Zeros (%)86.3%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile6.7
Maximum53
Range53
Interquartile range0

Descriptive statistics

Standard deviation6.589679701
Coef of variation3.990200529
Kurtosis28.45299253
Mean1.651465798
MAD2.876529194
Skewness5.079331755
Sum507
Variance43.42387856
Memory size2.5 KiB
Histogram
Histogram with fixed size bins (bins=18)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 5. 53. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 265 86.3%
 
3 7 2.3%
 
1 6 2.0%
 
2 6 2.0%
 
4 5 1.6%
 
23 3 1.0%
 
33 2 0.7%
 
22 2 0.7%
 
6 2 0.7%
 
7 1 0.3%
 
Other values (8) 8 2.6%
 

Minimum 5 values

ValueCountFrequency (%) 
0 265 86.3%
 
1 6 2.0%
 
2 6 2.0%
 
3 7 2.3%
 
4 5 1.6%
 

Maximum 5 values

ValueCountFrequency (%) 
53 1 0.3%
 
51 1 0.3%
 
33 2 0.7%
 
31 1 0.3%
 
30 1 0.3%
 

ninpc_count
Numeric

Distinct count5
Unique (%)1.6%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.01682953312
Minimum0
Maximum2
Zeros (%)98.0%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile0
Maximum2
Range2
Interquartile range0

Descriptive statistics

Standard deviation0.1412767628
Coef of variation8.394574101
Kurtosis137.0521502
Mean0.01682953312
MAD0.03300123432
Skewness10.92066663
Sum5.166666667
Variance0.01995912371
Memory size2.5 KiB
Histogram
Histogram with fixed size bins (bins=5)
Histogram
Histogram with variable size bins (bins=[0. 0.25 2. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 301 98.0%
 
0.5 3 1.0%
 
0.6666666667 1 0.3%
 
1 1 0.3%
 
2 1 0.3%
 

Minimum 5 values

ValueCountFrequency (%) 
0 301 98.0%
 
0.5 3 1.0%
 
0.6666666667 1 0.3%
 
1 1 0.3%
 
2 1 0.3%
 

Maximum 5 values

ValueCountFrequency (%) 
2 1 0.3%
 
1 1 0.3%
 
0.6666666667 1 0.3%
 
0.5 3 1.0%
 
0 301 98.0%
 

nkeys_count
Highly correlated

This variable is highly correlated with loc_count and should be ignored for analysis

Correlation0.9935569704

nn_count
Numeric

Distinct count11
Unique (%)3.6%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.8631921824
Minimum0
Maximum30
Zeros (%)63.8%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q31
95-th percentile3
Maximum30
Range30
Interquartile range1

Descriptive statistics

Standard deviation2.226000599
Coef of variation2.578800694
Kurtosis97.87378576
Mean0.8631921824
MAD1.102186761
Skewness8.259316265
Sum265
Variance4.955078666
Memory size2.5 KiB
Histogram
Histogram with fixed size bins (bins=11)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 2.5 3.5 8. 30. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 196 63.8%
 
1 50 16.3%
 
2 37 12.1%
 
3 11 3.6%
 
7 3 1.0%
 
6 3 1.0%
 
5 3 1.0%
 
30 1 0.3%
 
11 1 0.3%
 
9 1 0.3%
 

Minimum 5 values

ValueCountFrequency (%) 
0 196 63.8%
 
1 50 16.3%
 
2 37 12.1%
 
3 11 3.6%
 
4 1 0.3%
 

Maximum 5 values

ValueCountFrequency (%) 
30 1 0.3%
 
11 1 0.3%
 
9 1 0.3%
 
7 3 1.0%
 
6 3 1.0%
 

nnt_count
Numeric

Distinct count7
Unique (%)2.3%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.674267101
Minimum0
Maximum6
Zeros (%)63.8%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q31
95-th percentile3
Maximum6
Range6
Interquartile range1

Descriptive statistics

Standard deviation1.159539448
Coef of variation1.719703433
Kurtosis6.081981757
Mean0.674267101
MAD0.8609534319
Skewness2.292728039
Sum207
Variance1.344531732
Memory size2.5 KiB
Histogram
Histogram with fixed size bins (bins=7)
Histogram
Histogram with variable size bins (bins=[0. 0.5 2.5 6. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 196 63.8%
 
1 56 18.2%
 
2 35 11.4%
 
3 9 2.9%
 
4 5 1.6%
 
6 4 1.3%
 
5 2 0.7%
 

Minimum 5 values

ValueCountFrequency (%) 
0 196 63.8%
 
1 56 18.2%
 
2 35 11.4%
 
3 9 2.9%
 
4 5 1.6%
 

Maximum 5 values

ValueCountFrequency (%) 
6 4 1.3%
 
5 2 0.7%
 
4 5 1.6%
 
3 9 2.9%
 
2 35 11.4%
 

nout_count
Categorical

Distinct count3
Unique (%)1.0%
Missing (%)0.0%
Missing (n)0
0
300
1
 
4
2
 
3
ValueCountFrequency (%) 
0 300 97.7%
 
1 4 1.3%
 
2 3 1.0%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

np_count
Constant

This variable is constant and should be ignored for analysis

Constant value0

np_max
Constant

This variable is constant and should be ignored for analysis

Constant value0

np_mean
Constant

This variable is constant and should be ignored for analysis

Constant value0

np_median
Constant

This variable is constant and should be ignored for analysis

Constant value0.0

np_min
Constant

This variable is constant and should be ignored for analysis

Constant value0

npol_count
Categorical

Distinct count3
Unique (%)1.0%
Missing (%)0.0%
Missing (n)0
0
303
1
 
3
3
 
1
ValueCountFrequency (%) 
0 303 98.7%
 
1 3 1.0%
 
3 1 0.3%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

nr_count
Constant

This variable is constant and should be ignored for analysis

Constant value0

nrq_count
Numeric

Distinct count9
Unique (%)2.9%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.7231270358
Minimum0
Maximum15
Zeros (%)67.8%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q31
95-th percentile4
Maximum15
Range15
Interquartile range1

Descriptive statistics

Standard deviation1.522667291
Coef of variation2.105670533
Kurtosis27.32218264
Mean0.7231270358
MAD0.9798724655
Skewness4.098617813
Sum222
Variance2.31851568
Memory size2.5 KiB
Histogram
Histogram with fixed size bins (bins=9)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 3.5 5.5 15. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 208 67.8%
 
1 48 15.6%
 
2 21 6.8%
 
3 13 4.2%
 
5 8 2.6%
 
4 6 2.0%
 
8 1 0.3%
 
6 1 0.3%
 
15 1 0.3%
 

Minimum 5 values

ValueCountFrequency (%) 
0 208 67.8%
 
1 48 15.6%
 
2 21 6.8%
 
3 13 4.2%
 
4 6 2.0%
 

Maximum 5 values

ValueCountFrequency (%) 
15 1 0.3%
 
8 1 0.3%
 
6 1 0.3%
 
5 8 2.6%
 
4 6 2.0%
 

nrt_count
Constant

This variable is constant and should be ignored for analysis

Constant value0

nscm_count
Boolean

Distinct count2
Unique (%)0.7%
Missing (%)0.0%
Missing (n)0
0
306
1
 
1
ValueCountFrequency (%) 
0 306 99.7%
 
1 1 0.3%
 

nsh_count
Numeric

Distinct count10
Unique (%)3.3%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.5537459283
Minimum0
Maximum23
Zeros (%)88.9%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile5.4
Maximum23
Range23
Interquartile range0

Descriptive statistics

Standard deviation2.054695875
Coef of variation3.710539021
Kurtosis50.44108037
Mean0.5537459283
MAD0.9848380354
Skewness5.983777158
Sum170
Variance4.221775138
Memory size2.5 KiB
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 7.5 23. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 273 88.9%
 
6 10 3.3%
 
2 6 2.0%
 
4 5 1.6%
 
1 4 1.3%
 
3 3 1.0%
 
10 2 0.7%
 
7 2 0.7%
 
23 1 0.3%
 
8 1 0.3%
 

Minimum 5 values

ValueCountFrequency (%) 
0 273 88.9%
 
1 4 1.3%
 
2 6 2.0%
 
3 3 1.0%
 
4 5 1.6%
 

Maximum 5 values

ValueCountFrequency (%) 
23 1 0.3%
 
10 2 0.7%
 
8 1 0.3%
 
7 2 0.7%
 
6 10 3.3%
 

ntkn_count
Highly correlated

This variable is highly correlated with nkeys_count and should be ignored for analysis

Correlation0.9491002468

nw_count
Numeric

Distinct count6
Unique (%)2.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.1042345277
Minimum0
Maximum5
Zeros (%)94.8%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile0.7
Maximum5
Range5
Interquartile range0

Descriptive statistics

Standard deviation0.5134291199
Coef of variation4.925710619
Kurtosis43.46484481
Mean0.1042345277
MAD0.1976042186
Skewness6.134985966
Sum32
Variance0.2636094612
Memory size2.5 KiB
Histogram
Histogram with fixed size bins (bins=6)
Histogram
Histogram with variable size bins (bins=[0. 0.5 2.5 5. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 291 94.8%
 
2 7 2.3%
 
1 6 2.0%
 
5 1 0.3%
 
4 1 0.3%
 
3 1 0.3%
 

Minimum 5 values

ValueCountFrequency (%) 
0 291 94.8%
 
1 6 2.0%
 
2 7 2.3%
 
3 1 0.3%
 
4 1 0.3%
 

Maximum 5 values

ValueCountFrequency (%) 
5 1 0.3%
 
4 1 0.3%
 
3 1 0.3%
 
2 7 2.3%
 
1 6 2.0%
 

tdb_check
Boolean

Distinct count2
Unique (%)0.7%
Missing (%)0.0%
Missing (n)0
True
247
False
60
ValueCountFrequency (%) 
True 247 80.5%
 
False 60 19.5%
 

tob_check
Boolean

Distinct count2
Unique (%)0.7%
Missing (%)0.0%
Missing (n)0
False
288
True
 
19
ValueCountFrequency (%) 
False 288 93.8%
 
True 19 6.2%
 

ttb_check
Boolean

Distinct count2
Unique (%)0.7%
Missing (%)0.0%
Missing (n)0
False
196
True
111
ValueCountFrequency (%) 
False 196 63.8%
 
True 111 36.2%
 

Correlations

Missing values

Sample

First rows

bloc_countcdat_countcdct_countcddt_countcdgt_countcdit_countcdnt_countcdpt_countcdrt_countcloc_countcluster_predictiondf_indexdpt_countetp_countloc_countna_countnc_countnc_maxnc_meannc_mediannc_minnco_countncys_countnf_countngc_countngp_countngro_countni_countnif_countninp_countninpc_countnkeys_countnn_countnnt_countnout_countnp_countnp_maxnp_meannp_mediannp_minnpol_countnr_countnrq_countnrt_countnscm_countnsh_countntkn_countnw_counttdb_checktob_checkttb_check
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Last rows

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